ROI and tabSIMLR reproducibility in T1w and rsfMRI

overview

  • we use the SRPBS Traveling Subject MRI Dataset (here)

    • a traveling cohort : 9 healthy subjects travel to 12 sites to be imaged

    • of the 12 sites, 9 have consistently available T1w and rsfMRI in 6 subjects

    • sites represent variability in both MRI manufacturer and MRI model (high variability)

  • this enables us to investigate the reliability of our imaging-derived phenotypes (IDPs)

    • IDPs computed with ANTsPyMM (latest version)

    • we use the intraclass correlation coefficient (ICC) to assess consistency or reproducibility of the quantitative IDPs

  • the majority of IDPs show superior reliability

    • joint reduction of IDPs with SiMLR improves reliability further

ANTsPyMM IDPs derived from the same subjects imaged at different sites with MRI from various manufacturers show overall high reliability. This provides empirical evidence that multiple modality MRI may be used to derive quantitative phenotypes on which predictive models may be based.

background

ICC

see this paper 10.1016/j.jcm.2016.02.012 for discussion of ICC

Cicchetti (1994) gives the following often quoted guidelines for interpretation for kappa or ICC inter-rater agreement measures:

  • Less than 0.40—poor.
  • Between 0.40 and 0.59—fair.
  • Between 0.60 and 0.74—good.
  • Between 0.75 and 1.00—excellent.

A different guideline is given by Koo and Li (2016):

  • below 0.50: poor
  • between 0.50 and 0.75: moderate
  • between 0.75 and 0.90: good
  • above 0.90: excellent

reliability of T1w data

see this analysis of freesurfer on T1w showing values from 0.81 - 0.88

see this paper on T1w and rsfMRI

Analysis

T1Hier_resnetGrade is a deep learning based method that accurately predicts image quality in multi-site data.

Values range from 0 ( unusable ) to 3 ( best ) quality.

Demonstrate effect of subject vs effect of Scanner or Site

What is the variability of the measurement if we control for age alone?

mdl=(lm( outcome ~  age + Subject , data=dd ))
visreg::visreg( mdl, "Subject", gg=TRUE ) + 
    scale_color_brewer(palette = brewpal )

What is the reproducibility of the measurement if we control for age and scanner?

mdl=(lm( outcome ~  age + Subject + Scanner + 1 , data=dd ))
visreg::visreg( mdl, "Subject", gg=TRUE ) + 
    scale_color_brewer(palette = brewpal )

# grid.arrange( grobs = visreg::visreg( mdl, gg=TRUE ), ncol=1, main='reproducibility' )

What is the reproducibility of the measurement if we control for site?

mdl=(lm( outcome ~  age + Subject + Site + 1 , data=dd ))
visreg::visreg( mdl, "Subject", gg=TRUE ) + 
    scale_color_brewer(palette = brewpal )

# grid.arrange( grobs = visreg::visreg( mdl, gg=TRUE ), ncol=1, main='reproducibility' )

What is the effect of age if we control for the best confounds?

library(lme4)
mdl=(lm( outcome ~  age  + Scanner + T1Hier_resnetGrade +(Subject), data=dd ))
# mdl=(lm( outcome ~  age   +(Subject), data=dd ))
visreg::visreg( mdl, 'age', gg=TRUE, main="t=-7.4 vs t=-5.6" ) + 
    scale_color_brewer(palette = brewpal )

What is the reproducibility of the measurement if we control for motion?

mdl=(lm( outcome ~  age + Subject + Scanner + 1 , data=dd ))
grid.arrange( grobs = visreg::visreg( mdl, gg=TRUE ), ncol=1, main='reproducibility' )

ICC(2,k) (Two-Way Random, Absolute Agreement, Average Measures): This version is used when the raters (or measurement devices) are considered random samples from a larger population of raters and you want to generalize your findings to this broader context. It’s appropriate when different imaging sites might use different equipment or personnel, and you wish to assess the reliability of measurements across these variable conditions.

Both of these ICC types use the ‘k’ form, which means that the reliability is assessed based on the average of multiple measurements (in this case, multiple imaging sessions or sites), which generally provides a more robust and stable estimate of reliability.

Summmary reliability data by Scanner

myrel = reli_stats( "outcome", "Scanner", "Subject", data=dd )
print(  myrel)
## 
## Coefficient of Variation (%):  14.3
## Standard Error of Measurement (SEM):  0.0438
## Standard Error of the Estimate (SEE):  0.00589
## Standard Error of Prediction (SEP):  0.109
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type       ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 -0.018421  -0.1436   0.3309
## 2 two-way random        Agreement  ICC2  0.002609  -0.1194   0.3418
## 3  two-way fixed      Consistency  ICC3  0.002909  -0.1352   0.3669
## 4 one-way random   Avg. Agreement ICC1k -0.099430  -1.6884   0.7120
## 5 two-way random   Avg. Agreement ICC2k  0.012911  -1.1433   0.7220
## 6  two-way fixed Avg. Consistency ICC3k  0.014380  -1.4721   0.7434
plot( myrel )

Summmary reliability data by Site

myrel = reli_stats( "outcome", "Site", "Subject", data=dd )
print(  myrel)
## 
## Coefficient of Variation (%):  13.8
## Standard Error of Measurement (SEM):  0.0423
## Standard Error of the Estimate (SEE):  0.0173
## Standard Error of Prediction (SEP):  0.147
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type       ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 -0.003061 -0.06771   0.2269
## 2 two-way random        Agreement  ICC2  0.012256 -0.05079   0.2365
## 3  two-way fixed      Consistency  ICC3  0.014209 -0.05978   0.2650
## 4 one-way random   Avg. Agreement ICC1k -0.028243 -1.32955   0.7254
## 5 two-way random   Avg. Agreement ICC2k  0.100455 -0.76986   0.7360
## 6  two-way fixed Avg. Consistency ICC3k  0.114828 -1.03112   0.7644
plot( myrel )

Site-wise reliability: pairwise comparison rsfMRI_fcnxpro122_DefaultA_2_DefaultA

  • two-way agreement average
## Warning in qf(1 - alpha/2, v, ns - 1): qbeta(a, *) =: x0 with |pbeta(x0,*) -
## alpha| = 0.0010269 is not accurate

## Warning in qf(1 - alpha/2, v, ns - 1): qbeta(a, *) =: x0 with |pbeta(x0,*) -
## alpha| = 0.0010269 is not accurate

Summmary reliability data by Site

## 
## Coefficient of Variation (%):  2.65
## Standard Error of Measurement (SEM):  0.038
## Standard Error of the Estimate (SEE):  0.122
## Standard Error of Prediction (SEP):  0.197
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type    ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 0.3332   0.1368   0.6851
## 2 two-way random        Agreement  ICC2 0.3647   0.1593   0.7015
## 3  two-way fixed      Consistency  ICC3 0.6340   0.4090   0.8720
## 4 one-way random   Avg. Agreement ICC1k 0.8181   0.5878   0.9514
## 5 two-way random   Avg. Agreement ICC2k 0.8378   0.6304   0.9549
## 6  two-way fixed Avg. Consistency ICC3k 0.9397   0.8617   0.9840
## 
## [1] "T1Hier_thk_LRAVG_rostral_middle_frontaldktcortex"
## 
## Coefficient of Variation (%):  55.1
## Standard Error of Measurement (SEM):  0.0541
## Standard Error of the Estimate (SEE):  0.0356
## Standard Error of Prediction (SEP):  0.182
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type     ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 0.03040 -0.05067   0.2969
## 2 two-way random        Agreement  ICC2 0.03721 -0.04301   0.3009
## 3  two-way fixed      Consistency  ICC3 0.03972 -0.04675   0.3159
## 4 one-way random   Avg. Agreement ICC1k 0.22006 -0.76700   0.7917
## 5 two-way random   Avg. Agreement ICC2k 0.25808 -0.59021   0.7948
## 6  two-way fixed Avg. Consistency ICC3k 0.27130 -0.67208   0.8060
## 
## [1] "rsfMRI_fcnxpro122_ContA_2_SalVentAttnB"
## 
## Coefficient of Variation (%):  42.1
## Standard Error of Measurement (SEM):  0.0692
## Standard Error of the Estimate (SEE):  0.0329
## Standard Error of Prediction (SEP):  0.244
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type       ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 -0.004065 -0.06821   0.2247
## 2 two-way random        Agreement  ICC2  0.015243 -0.04671   0.2366
## 3  two-way fixed      Consistency  ICC3  0.018433 -0.05765   0.2737
## 4 one-way random   Avg. Agreement ICC1k -0.037815 -1.35124   0.7229
## 5 two-way random   Avg. Agreement ICC2k  0.122275 -0.67116   0.7361
## 6  two-way fixed Avg. Consistency ICC3k  0.144576 -0.96286   0.7723
## 
## [1] "rsfMRI_fcnxpro122_VisPeri_2_DefaultC"
## 
## Coefficient of Variation (%):  111
## Standard Error of Measurement (SEM):  0.0537
## Standard Error of the Estimate (SEE):  0.102
## Standard Error of Prediction (SEP):  0.203
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type    ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 0.2985   0.1117   0.6550
## 2 two-way random        Agreement  ICC2 0.3050   0.1217   0.6567
## 3  two-way fixed      Consistency  ICC3 0.3329   0.1340   0.6857
## 4 one-way random   Avg. Agreement ICC1k 0.7929   0.5308   0.9447
## 5 two-way random   Avg. Agreement ICC2k 0.7980   0.5551   0.9451
## 6  two-way fixed Avg. Consistency ICC3k 0.8179   0.5821   0.9515
## 
## [1] "rsfMRI_fcnxpro122_DefaultB_2_ContA"
## 
## Coefficient of Variation (%):  -86.9
## Standard Error of Measurement (SEM):  0.0738
## Standard Error of the Estimate (SEE):  0.0557
## Standard Error of Prediction (SEP):  0.249
## 
## Intraclass Correlation Coefficients with  95 % C.I.
##            Model         Measures  Type     ICC Lower CI Upper CI
## 1 one-way random        Agreement  ICC1 0.04461 -0.04325   0.3243
## 2 two-way random        Agreement  ICC2 0.05013 -0.03697   0.3273
## 3  two-way fixed      Consistency  ICC3 0.05288 -0.03989   0.3404
## 4 one-way random   Avg. Agreement ICC1k 0.29591 -0.59516   0.8120
## 5 two-way random   Avg. Agreement ICC2k 0.32203 -0.47242   0.8141
## 6  two-way fixed Avg. Consistency ICC3k 0.33444 -0.52720   0.8229
## 
## [1] "rsfMRI_fcnxpro122_VisCent_2_ContB"

Site-wise reliability

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

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##                                        anat       icc
## 296      fcnxpro122_SalVentAttnA_2_DefaultA 0.3002853
## 331            fcnxpro122_DorsAttnA_2_ContC 0.4833341
## 326          fcnxpro122_DorsAttnB_2_VisCent 0.7570984
## 103                     vol_r_iiicerebellum 0.8802188
## 13  vol_LRAVG_medial_orbitofrontaldktcortex 0.9010394
## 104                      vol_r_ivcerebellum 0.9599966

a special section for discerning the reproducibility among different rsfMRI runs

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## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 11...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...12...12...12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 12...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 13...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 14...14...14...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...15...15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 15...15...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 16...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 16...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 16...16...16...16...16...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 16...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 16...16...16...16...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 16...16...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 17...17...17...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 17...17...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 17...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 17...17...17...17...17...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 17...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 17...18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...18...18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 18...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 19...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 19...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 19...19...19...19...19...19...19...19...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 19...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 19...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 19...20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 20...21...21...21...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 21...21...21...21...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 21...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 21...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 21...21...21...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 21...22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...22...22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...22...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 22...23...23...23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 23...24...24...24...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 24...24...24...24...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 24...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 24...24...24...24...24...24...25...25...25...25...25...25...25...25...25...25...25...25...25...26...26...26...26...26...26...26...26...26...26...26...26...26...26...27...27...27...27...27...27...27...27...27...27...27...27...27...28...28...28...28...28...28...28...28...28...28...28...28...28...28...29...29...29...29...29...29...29...29...29...29...29...29...29...30...30...30...30...30...30...30...30...30...30...30...30...30...30...31...31...31...31...31...31...31...31...31...31...31...31...31...32...32...32...32...32...32...32...32...32...32...32...32...32...32...33...33...33...33...33...33...33...33...33...33...33...33...33...34...34...34...34...34...34...34...34...34...34...34...34...34...34...35...35...35...35...35...35...35...35...35...35...35...35...35...36...36...36...36...36...36...36...36...36...36...36...36...36...36...37...37...37...37...37...37...37...37...37...37...37...37...37...38...38...38...38...38...38...38...38...38...38...38...38...38...38...39...39...39...39...39...39...39...39...39...39...39...39...39...39...40...40...40...40...40...40...40...40...40...40...40...40...40...41...41...41...41...41...41...41...41...41...41...41...41...41...41...42...42...42...42...42...42...42...42...42...42...42...42...42...43...43...43...43...43...43...43...43...43...43...43...43...43...43...44...44...44...44...44...44...44...44...44...44...44...44...44...45...45...45...45...45...45...45...45...45...45...45...45...45...45...46...46...46...46...46...46...46...46...46...46...46...46...46...47...47...47...47...47...47...47...47...47...47...47...47...47...47...48...48...48...48...48...48...48...48...48...48...48...48...48...49...49...49...49...49...49...49...49...49...49...49...49...49...49...50...50...50...50...50...50...50...50...50...50...50...50...50...51...51...51...51...51...51...51...51...51...51...51...51...51...51...52...52...52...52...52...52...52...52...52...52...52...52...52...53...53...53...53...53...53...53...53...53...53...53...53...53...53...54...54...54...54...54...54...54...54...54...54...54...54...54...55...55...55...55...55...55...55...55...55...55...55...55...55...55...56...56...56...56...56...56...56...56...56...56...56...56...56...57...57...57...57...57...57...57...57...57...57...57...57...57...57...58...58...58...58...58...58...58...58...58...58...58...58...58...59...59...59...59...59...59...59...59...59...59...59...59...59...59...60...60...60...60...60...60...60...60...60...60...60...60...60...61...61...61...61...61...61...61...61...61...61...61...61...61...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 61...62...62...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 62...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 62...62...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 62...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 62...62...62...62...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 62...62...62...62...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 63...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 63...63...63...63...63...63...63...63...63...63...63...63...64...64...64...64...64...64...64...64...64...64...64...64...64...64...65...65...65...65...65...65...65...65...65...65...65...65...65...66...66...66...66...66...66...66...66...66...66...66...66...66...66...67...67...67...67...67...67...67...67...67...67...67...67...67...68...68...68...68...68...68...68...68...68...68...68...68...68...68...69...69...69...69...69...69...69...69...69...69...69...69...69...70...70...70...70...70...70...70...70...70...70...70...70...70...70...71...71...71...71...71...71...71...71...71...71...71...71...71...72...72...72...72...72...72...72...72...72...72...72...72...72...72...73...73...73...73...73...73...73...73...73...73...73...73...73...74...74...74...74...74...74...74...74...74...74...74...74...74...74...75...75...75...75...75...75...75...75...75...75...75...75...75...76...76...76...76...76...76...76...76...76...76...76...76...76...76...77...77...77...77...77...77...77...77...77...77...77...77...77...78...78...78...78...78...78...78...78...78...78...78...78...78...78...79...79...79...79...79...79...79...79...79...79...79...79...79...80...80...80...80...80...80...80...80...80...80...80...80...80...80...81...81...81...81...81...81...81...81...81...81...81...81...81...82...82...82...82...82...82...82...82...82...82...82...82...82...82...83...83...83...83...83...83...83...83...83...83...83...83...83...84...84...84...84...84...84...84...84...84...84...84...84...84...84...85...85...85...85...85...85...85...85...85...85...85...85...85...86...86...86...86...86...86...86...86...86...86...86...86...86...86...87...87...87...87...87...87...87...87...87...87...87...87...87...88...88...88...88...88...88...88...88...88...88...88...88...88...88...89...89...89...89...89...89...89...89...89...89...89...89...89...89...90...90...90...90...90...90...90...90...90...90...90...90...90...91...91...91...91...91...91...91...91...91...91...91...91...91...91...92...92...92...92...92...92...92...92...92...92...92...92...92...93...93...93...93...93...93...93...93...93...93...93...93...93...93...94...94...94...94...94...94...94...94...94...94...94...94...94...95...95...95...95...95...95...95...95...95...95...95...95...95...95...96...96...96...96...96...96...96...96...96...96...96...96...96...97...97...97...97...97...97...97...97...97...97...97...97...97...97...98...98...98...98...98...98...98...98...98...98...98...98...98...99...99...99...99...99...99...99...99...99...99...99...99...99...99...100...100...100...100...100...100...
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## 100...
##   run       icc
## 1 122 0.4690706
## 2 129 0.3581964
## 3 134 0.4870339
##   run       icc
## 1 122 0.4570062
## 2 129 0.3599787
## 3 134 0.4809181
##   type       icc
## 1  alf 0.4774556
## 2  cnx 0.4374677
## 3  flf 0.4774556
##   run type       icc
## 1 122  alf 0.5438029
## 2 129  alf 0.3477257
## 3 134  alf 0.5293044
## 4 122  cnx 0.4570062
## 5 129  cnx 0.3599787
## 6 134  cnx 0.4809181
## 7 122  flf 0.5438029
## 8 129  flf 0.3477257
## 9 134  flf 0.5293044
##                                               anat         icc run type
## 328             rsfMRI_fcnxpro122_ContB_2_DefaultA 0.902903767 122  cnx
## 330             rsfMRI_fcnxpro134_ContB_2_DefaultA 0.899004230 134  cnx
## 892              rsfMRI_fcnxpro122_VisCent_2_ContC 0.892653241 122  cnx
## 232             rsfMRI_fcnxpro122_DefaultA_2_ContB 0.892161905 122  cnx
## 538         rsfMRI_fcnxpro122_SalVentAttnB_2_ContB 0.887736830 122  cnx
## 234             rsfMRI_fcnxpro134_DefaultA_2_ContB 0.886229415 134  cnx
## 565       rsfMRI_fcnxpro122_SalVentAttnB_2_SomMotA 0.873147174 122  cnx
## 616       rsfMRI_fcnxpro122_SalVentAttnA_2_SomMotA 0.871493854 122  cnx
## 675          rsfMRI_fcnxpro134_DorsAttnB_2_VisCent 0.864987565 134  cnx
## 805       rsfMRI_fcnxpro122_SomMotA_2_SalVentAttnB 0.858333585 122  cnx
## 316              rsfMRI_fcnxpro122_ContC_2_VisCent 0.853828481 122  cnx
## 261           rsfMRI_fcnxpro134_DefaultA_2_SomMotA 0.850129909 134  cnx
## 915          rsfMRI_fcnxpro134_VisCent_2_DorsAttnB 0.847377977 134  cnx
## 235             rsfMRI_fcnxpro122_DefaultA_2_ContA 0.842598262 122  cnx
## 540         rsfMRI_fcnxpro134_SalVentAttnB_2_ContB 0.836114002 134  cnx
## 894              rsfMRI_fcnxpro134_VisCent_2_ContC 0.828518018 134  cnx
## 184             rsfMRI_fcnxpro122_DefaultB_2_ContA 0.823003204 122  cnx
## 135             rsfMRI_fcnxpro134_DefaultC_2_ContA 0.819905875 134  cnx
## 375             rsfMRI_fcnxpro134_ContA_2_DefaultC 0.818842240 134  cnx
## 153         rsfMRI_fcnxpro134_DefaultC_2_DorsAttnA 0.814049219 134  cnx
## 346         rsfMRI_fcnxpro122_ContB_2_SalVentAttnB 0.813047193 122  cnx
## 379             rsfMRI_fcnxpro122_ContA_2_DefaultA 0.812982712 122  cnx
## 237             rsfMRI_fcnxpro134_DefaultA_2_ContA 0.811891041 134  cnx
## 376             rsfMRI_fcnxpro122_ContA_2_DefaultB 0.810804481 122  cnx
## 618       rsfMRI_fcnxpro134_SalVentAttnA_2_SomMotA 0.809155165 134  cnx
## 186             rsfMRI_fcnxpro134_DefaultB_2_ContA 0.804686278 134  cnx
## 681         rsfMRI_fcnxpro134_DorsAttnA_2_DefaultC 0.802652860 134  cnx
## 906            rsfMRI_fcnxpro134_VisCent_2_LimbicB 0.802118844 134  cnx
## 405            rsfMRI_fcnxpro134_ContA_2_DorsAttnB 0.801459458 134  cnx
## 381             rsfMRI_fcnxpro134_ContA_2_DefaultA 0.800469738 134  cnx
## 522            rsfMRI_fcnxpro134_LimbicB_2_VisCent 0.791519691 134  cnx
## 318              rsfMRI_fcnxpro134_ContC_2_VisCent 0.789857988 134  cnx
## 118          rsfMRI_fcnxpro122_DefaultC_2_DefaultC 0.788938974 122  cnx
## 274             rsfMRI_fcnxpro122_ContC_2_DefaultB 0.788011221 122  cnx
## 581      rsfMRI_fcnxpro129_SalVentAttnA_2_DefaultB 0.782272991 129  cnx
## 130             rsfMRI_fcnxpro122_DefaultC_2_ContB 0.777645652 122  cnx
## 567       rsfMRI_fcnxpro134_SalVentAttnB_2_SomMotA 0.775775597 134  cnx
## 789           rsfMRI_fcnxpro134_SomMotA_2_DefaultA 0.774815482 134  cnx
## 808       rsfMRI_fcnxpro122_SomMotA_2_SalVentAttnA 0.774509167 122  cnx
## 151         rsfMRI_fcnxpro122_DefaultC_2_DorsAttnA 0.772685807 122  cnx
## 738           rsfMRI_fcnxpro134_SomMotB_2_DefaultA 0.772404763 134  cnx
## 133             rsfMRI_fcnxpro122_DefaultC_2_ContA 0.765820392 122  cnx
## 665          rsfMRI_fcnxpro129_DorsAttnB_2_SomMotB 0.761519583 129  cnx
## 558     rsfMRI_fcnxpro134_SalVentAttnB_2_DorsAttnB 0.759434513 134  cnx
## 673          rsfMRI_fcnxpro122_DorsAttnB_2_VisCent 0.757098357 122  cnx
## 350         rsfMRI_fcnxpro129_ContB_2_SalVentAttnA 0.756819957 129  cnx
## 628         rsfMRI_fcnxpro122_DorsAttnB_2_DefaultC 0.754563879 122  cnx
## 322             rsfMRI_fcnxpro122_ContB_2_DefaultC 0.751431341 122  cnx
## 807       rsfMRI_fcnxpro134_SomMotA_2_SalVentAttnB 0.749386697 134  cnx
## 96        rsfMRI_fcnxpro134_TempPar_2_SalVentAttnA 0.748397365 134  cnx
## 121          rsfMRI_fcnxpro122_DefaultC_2_DefaultB 0.746917195 122  cnx
## 652     rsfMRI_fcnxpro122_DorsAttnB_2_SalVentAttnB 0.745723072 122  cnx
## 197      rsfMRI_fcnxpro129_DefaultB_2_SalVentAttnA 0.744269943 129  cnx
## 679         rsfMRI_fcnxpro122_DorsAttnA_2_DefaultC 0.743893117 122  cnx
## 576       rsfMRI_fcnxpro134_SalVentAttnA_2_TempPar 0.743106690 134  cnx
## 373             rsfMRI_fcnxpro122_ContA_2_DefaultC 0.742559227 122  cnx
## 736           rsfMRI_fcnxpro122_SomMotB_2_DefaultA 0.741736415 122  cnx
## 348         rsfMRI_fcnxpro134_ContB_2_SalVentAttnB 0.736745048 134  cnx
## 724          rsfMRI_fcnxpro122_DorsAttnA_2_VisCent 0.736379346 122  cnx
## 822            rsfMRI_fcnxpro134_SomMotA_2_SomMotA 0.736148879 134  cnx
## 194      rsfMRI_fcnxpro129_DefaultB_2_SalVentAttnB 0.736116960 129  cnx
## 32             rsfMRI_fcnxpro129_SalVentAttnB_mean 0.734772736 129  cnx
## 962            rsfMRI_fcnxpro129_SalVentAttnB_mean 0.734772736 129  flf
## 1025           rsfMRI_fcnxpro129_SalVentAttnB_mean 0.734772736 129  alf
## 521            rsfMRI_fcnxpro129_LimbicB_2_VisCent 0.734102136 129  cnx
## 726          rsfMRI_fcnxpro134_DorsAttnA_2_VisCent 0.730943325 134  cnx
## 645            rsfMRI_fcnxpro134_DorsAttnB_2_ContA 0.730066542 134  cnx
## 148         rsfMRI_fcnxpro122_DefaultC_2_DorsAttnB 0.728207055 122  cnx
## 913          rsfMRI_fcnxpro122_VisCent_2_DorsAttnB 0.728132312 122  cnx
## 169          rsfMRI_fcnxpro122_DefaultB_2_DefaultC 0.726902761 122  cnx
## 378             rsfMRI_fcnxpro134_ContA_2_DefaultB 0.726174113 134  cnx
## 374             rsfMRI_fcnxpro129_ContA_2_DefaultC 0.724303474 129  cnx
## 590         rsfMRI_fcnxpro129_SalVentAttnA_2_ContB 0.720408145 129  cnx
## 530      rsfMRI_fcnxpro129_SalVentAttnB_2_DefaultB 0.718711318 129  cnx
## 276             rsfMRI_fcnxpro134_ContC_2_DefaultB 0.717969223 134  cnx
## 403            rsfMRI_fcnxpro122_ContA_2_DorsAttnB 0.717761439 122  cnx
## 120          rsfMRI_fcnxpro134_DefaultC_2_DefaultC 0.717303133 134  cnx
## 231             rsfMRI_fcnxpro134_DefaultA_2_ContC 0.716504476 134  cnx
## 258           rsfMRI_fcnxpro134_DefaultA_2_SomMotB 0.715951845 134  cnx
## 33             rsfMRI_fcnxpro134_SalVentAttnB_mean 0.715233871 134  cnx
## 963            rsfMRI_fcnxpro134_SalVentAttnB_mean 0.715233871 134  flf
## 1026           rsfMRI_fcnxpro134_SalVentAttnB_mean 0.715233871 134  alf
## 479           rsfMRI_fcnxpro129_LimbicB_2_DefaultB 0.713405847 129  cnx
## 480           rsfMRI_fcnxpro134_LimbicB_2_DefaultB 0.712379602 134  cnx
## 615       rsfMRI_fcnxpro134_SalVentAttnA_2_SomMotB 0.709839499 134  cnx
## 303            rsfMRI_fcnxpro134_ContC_2_DorsAttnB 0.705142655 134  cnx
## 918          rsfMRI_fcnxpro134_VisCent_2_DorsAttnA 0.704204352 134  cnx
## 654     rsfMRI_fcnxpro134_DorsAttnB_2_SalVentAttnB 0.704136304 134  cnx
## 390                rsfMRI_fcnxpro134_ContA_2_ContA 0.704129967 134  cnx
## 759       rsfMRI_fcnxpro134_SomMotB_2_SalVentAttnA 0.702249957 134  cnx
## 280                rsfMRI_fcnxpro122_ContC_2_ContC 0.700888254 122  cnx
## 134             rsfMRI_fcnxpro129_DefaultC_2_ContA 0.697133028 129  cnx
## 478           rsfMRI_fcnxpro122_LimbicB_2_DefaultB 0.696883110 122  cnx
## 534      rsfMRI_fcnxpro134_SalVentAttnB_2_DefaultA 0.696168089 134  cnx
## 757       rsfMRI_fcnxpro122_SomMotB_2_SalVentAttnA 0.695892970 122  cnx
## 259           rsfMRI_fcnxpro122_DefaultA_2_SomMotA 0.691555726 122  cnx
## 317              rsfMRI_fcnxpro129_ContC_2_VisCent 0.691412165 129  cnx
## 94        rsfMRI_fcnxpro122_TempPar_2_SalVentAttnA 0.691256171 122  cnx
## 809       rsfMRI_fcnxpro129_SomMotA_2_SalVentAttnA 0.691028880 129  cnx
## 40                rsfMRI_fcnxpro122_DorsAttnA_mean 0.690665991 122  cnx
## 970               rsfMRI_fcnxpro122_DorsAttnA_mean 0.690665991 122  flf
## 1033              rsfMRI_fcnxpro122_DorsAttnA_mean 0.690665991 122  alf
## 898              rsfMRI_fcnxpro122_VisCent_2_ContA 0.690511519 122  cnx
## 552  rsfMRI_fcnxpro134_SalVentAttnB_2_SalVentAttnB 0.689672186 134  cnx
## 246      rsfMRI_fcnxpro134_DefaultA_2_SalVentAttnB 0.689480382 134  cnx
## 556     rsfMRI_fcnxpro122_SalVentAttnB_2_DorsAttnB 0.689045836 122  cnx
## 178             rsfMRI_fcnxpro122_DefaultB_2_ContC 0.688050693 122  cnx
## 16                    rsfMRI_fcnxpro122_ContC_mean 0.687828503 122  cnx
## 946                   rsfMRI_fcnxpro122_ContC_mean 0.687828503 122  flf
## 1009                  rsfMRI_fcnxpro122_ContC_mean 0.687828503 122  alf
## 574       rsfMRI_fcnxpro122_SalVentAttnA_2_TempPar 0.686278523 122  cnx
## 613       rsfMRI_fcnxpro122_SalVentAttnA_2_SomMotB 0.685805088 122  cnx
## 771            rsfMRI_fcnxpro134_SomMotB_2_SomMotA 0.685500494 134  cnx
## 196      rsfMRI_fcnxpro122_DefaultB_2_SalVentAttnA 0.683527261 122  cnx
## 820            rsfMRI_fcnxpro122_SomMotA_2_SomMotA 0.683214996 122  cnx
## 756       rsfMRI_fcnxpro134_SomMotB_2_SalVentAttnB 0.678799007 134  cnx
## 388                rsfMRI_fcnxpro122_ContA_2_ContA 0.678675296 122  cnx
## 696            rsfMRI_fcnxpro134_DorsAttnA_2_ContA 0.678409944 134  cnx
## 331                rsfMRI_fcnxpro122_ContB_2_ContC 0.678032745 122  cnx
## 428           rsfMRI_fcnxpro129_LimbicA_2_DefaultB 0.676923296 129  cnx
## 893              rsfMRI_fcnxpro129_VisCent_2_ContC 0.676023242 129  cnx
## 92        rsfMRI_fcnxpro129_TempPar_2_SalVentAttnB 0.672725286 129  cnx
## 905            rsfMRI_fcnxpro129_VisCent_2_LimbicB 0.672255183 129  cnx
## 334                rsfMRI_fcnxpro122_ContB_2_ContB 0.671122729 122  cnx
## 385                rsfMRI_fcnxpro122_ContA_2_ContB 0.670612370 122  cnx
## 630         rsfMRI_fcnxpro134_DorsAttnB_2_DefaultC 0.669824537 134  cnx
## 643            rsfMRI_fcnxpro122_DorsAttnB_2_ContA 0.669142111 122  cnx
## 180             rsfMRI_fcnxpro134_DefaultB_2_ContC 0.668983661 134  cnx
## 31             rsfMRI_fcnxpro122_SalVentAttnB_mean 0.667500041 122  cnx
## 961            rsfMRI_fcnxpro122_SalVentAttnB_mean 0.667500041 122  flf
## 1024           rsfMRI_fcnxpro122_SalVentAttnB_mean 0.667500041 122  alf
## 408            rsfMRI_fcnxpro134_ContA_2_DorsAttnA 0.667140492 134  cnx
## 864          rsfMRI_fcnxpro134_VisPeri_2_DorsAttnB 0.662219790 134  cnx
## 230             rsfMRI_fcnxpro129_DefaultA_2_ContC 0.659848289 129  cnx
## 580      rsfMRI_fcnxpro122_SalVentAttnA_2_DefaultB 0.658664984 122  cnx
## 279             rsfMRI_fcnxpro134_ContC_2_DefaultA 0.657177513 134  cnx
## 301            rsfMRI_fcnxpro122_ContC_2_DorsAttnB 0.656813643 122  cnx
## 150         rsfMRI_fcnxpro134_DefaultC_2_DorsAttnB 0.653281946 134  cnx
## 39                rsfMRI_fcnxpro134_DorsAttnB_mean 0.651902348 134  cnx
## 969               rsfMRI_fcnxpro134_DorsAttnB_mean 0.651902348 134  flf
## 1032              rsfMRI_fcnxpro134_DorsAttnB_mean 0.651902348 134  alf
## 236             rsfMRI_fcnxpro129_DefaultA_2_ContA 0.651678336 129  cnx
## 916          rsfMRI_fcnxpro122_VisCent_2_DorsAttnA 0.651281321 122  cnx
## 54                  rsfMRI_fcnxpro134_VisCent_mean 0.650418141 134  cnx
## 984                 rsfMRI_fcnxpro134_VisCent_mean 0.650418141 134  flf
## 1047                rsfMRI_fcnxpro134_VisCent_mean 0.650418141 134  alf
## 637            rsfMRI_fcnxpro122_DorsAttnB_2_ContC 0.648785798 122  cnx
## 564       rsfMRI_fcnxpro134_SalVentAttnB_2_SomMotB 0.647643254 134  cnx
## 725          rsfMRI_fcnxpro129_DorsAttnA_2_VisCent 0.644858783 129  cnx
## 354            rsfMRI_fcnxpro134_ContB_2_DorsAttnB 0.644246188 134  cnx
## 787           rsfMRI_fcnxpro122_SomMotA_2_DefaultA 0.643024385 122  cnx
## 175          rsfMRI_fcnxpro122_DefaultB_2_DefaultA 0.641875179 122  cnx
## 639            rsfMRI_fcnxpro134_DorsAttnB_2_ContC 0.640704539 134  cnx
## 929            rsfMRI_fcnxpro129_VisCent_2_VisCent 0.640319600 129  cnx
## 672          rsfMRI_fcnxpro134_DorsAttnB_2_VisPeri 0.640261824 134  cnx
## 229             rsfMRI_fcnxpro122_DefaultA_2_ContC 0.640206548 122  cnx
## 190           rsfMRI_fcnxpro122_DefaultB_2_LimbicB 0.640141516 122  cnx
## 73            rsfMRI_fcnxpro122_TempPar_2_DefaultA 0.639926775 122  cnx
## 337                rsfMRI_fcnxpro122_ContB_2_ContA 0.639225181 122  cnx
## 42                rsfMRI_fcnxpro134_DorsAttnA_mean 0.638544650 134  cnx
## 972               rsfMRI_fcnxpro134_DorsAttnA_mean 0.638544650 134  flf
## 1035              rsfMRI_fcnxpro134_DorsAttnA_mean 0.638544650 134  alf
## 623       rsfMRI_fcnxpro129_SalVentAttnA_2_VisCent 0.635595922 129  cnx
## 223          rsfMRI_fcnxpro122_DefaultA_2_DefaultB 0.634626243 122  cnx
## 582      rsfMRI_fcnxpro134_SalVentAttnA_2_DefaultB 0.634553355 134  cnx
## 849              rsfMRI_fcnxpro134_VisPeri_2_ContA 0.629819947 134  cnx
## 256           rsfMRI_fcnxpro122_DefaultA_2_SomMotB 0.628934496 122  cnx
## 715          rsfMRI_fcnxpro122_DorsAttnA_2_SomMotB 0.628482472 122  cnx
## 192           rsfMRI_fcnxpro134_DefaultB_2_LimbicB 0.628081535 134  cnx
## 810       rsfMRI_fcnxpro134_SomMotA_2_SalVentAttnA 0.627617449 134  cnx
## 75            rsfMRI_fcnxpro134_TempPar_2_DefaultA 0.627352370 134  cnx
## 244      rsfMRI_fcnxpro122_DefaultA_2_SalVentAttnB 0.627280967 122  cnx
## 1                  rsfMRI_fcnxpro122_meanBold_mean 0.626293906 122  cnx
## 2                  rsfMRI_fcnxpro129_meanBold_mean 0.626293906 129  cnx
## 3                  rsfMRI_fcnxpro134_meanBold_mean 0.626293906 134  cnx
## 931                rsfMRI_fcnxpro122_meanBold_mean 0.626293906 122  flf
## 932                rsfMRI_fcnxpro129_meanBold_mean 0.626293906 129  flf
## 933                rsfMRI_fcnxpro134_meanBold_mean 0.626293906 134  flf
## 994                rsfMRI_fcnxpro122_meanBold_mean 0.626293906 122  alf
## 995                rsfMRI_fcnxpro129_meanBold_mean 0.626293906 129  alf
## 996                rsfMRI_fcnxpro134_meanBold_mean 0.626293906 134  alf
## 487              rsfMRI_fcnxpro122_LimbicB_2_ContB 0.626226284 122  cnx
## 37                rsfMRI_fcnxpro122_DorsAttnB_mean 0.624703236 122  cnx
## 967               rsfMRI_fcnxpro122_DorsAttnB_mean 0.624703236 122  flf
## 1030              rsfMRI_fcnxpro122_DorsAttnB_mean 0.624703236 122  alf
## 690            rsfMRI_fcnxpro134_DorsAttnA_2_ContC 0.623299960 134  cnx
## 277             rsfMRI_fcnxpro122_ContC_2_DefaultA 0.621810958 122  cnx
## 191           rsfMRI_fcnxpro129_DefaultB_2_LimbicB 0.620734254 129  cnx
## 217           rsfMRI_fcnxpro122_DefaultA_2_TempPar 0.619812029 122  cnx
## 862          rsfMRI_fcnxpro122_VisPeri_2_DorsAttnB 0.618399627 122  cnx
## 294              rsfMRI_fcnxpro134_ContC_2_LimbicB 0.617209565 134  cnx
## 326             rsfMRI_fcnxpro129_ContB_2_DefaultB 0.615613989 129  cnx
## 219           rsfMRI_fcnxpro134_DefaultA_2_TempPar 0.612035289 134  cnx
## 868            rsfMRI_fcnxpro122_VisPeri_2_SomMotB 0.610759613 122  cnx
## 63                   rsfMRI_fcnxpro134_Visual_mean 0.610002941 134  cnx
## 993                  rsfMRI_fcnxpro134_Visual_mean 0.610002941 134  flf
## 1056                 rsfMRI_fcnxpro134_Visual_mean 0.610002941 134  alf
## 20                    rsfMRI_fcnxpro129_ContB_mean 0.608381412 129  cnx
## 950                   rsfMRI_fcnxpro129_ContB_mean 0.608381412 129  flf
## 1013                  rsfMRI_fcnxpro129_ContB_mean 0.608381412 129  alf
## 624       rsfMRI_fcnxpro134_SalVentAttnA_2_VisCent 0.608199386 134  cnx
## 900              rsfMRI_fcnxpro134_VisCent_2_ContA 0.606725946 134  cnx
## 278             rsfMRI_fcnxpro129_ContC_2_DefaultA 0.606083229 129  cnx
## 306            rsfMRI_fcnxpro134_ContC_2_DorsAttnA 0.605766518 134  cnx
## 684         rsfMRI_fcnxpro134_DorsAttnA_2_DefaultB 0.605754808 134  cnx
## 336                rsfMRI_fcnxpro134_ContB_2_ContB 0.604841030 134  cnx
## 171          rsfMRI_fcnxpro134_DefaultB_2_DefaultC 0.604605981 134  cnx
## 695            rsfMRI_fcnxpro129_DorsAttnA_2_ContA 0.603447174 129  cnx
## 754       rsfMRI_fcnxpro122_SomMotB_2_SalVentAttnB 0.602322175 122  cnx
## 889           rsfMRI_fcnxpro122_VisCent_2_DefaultA 0.601703825 122  cnx
## 524       rsfMRI_fcnxpro129_SalVentAttnB_2_TempPar 0.597903504 129  cnx
## 283                rsfMRI_fcnxpro122_ContC_2_ContB 0.597669155 122  cnx
## 293              rsfMRI_fcnxpro129_ContC_2_LimbicB 0.595738322 129  cnx
## 123          rsfMRI_fcnxpro134_DefaultC_2_DefaultB 0.595057418 134  cnx
## 159           rsfMRI_fcnxpro134_DefaultC_2_SomMotA 0.594104071 134  cnx
## 51                  rsfMRI_fcnxpro134_VisPeri_mean 0.592263399 134  cnx
## 981                 rsfMRI_fcnxpro134_VisPeri_mean 0.592263399 134  flf
## 1044                rsfMRI_fcnxpro134_VisPeri_mean 0.592263399 134  alf
## 24                    rsfMRI_fcnxpro134_ContA_mean 0.591230061 134  cnx
## 954                   rsfMRI_fcnxpro134_ContA_mean 0.591230061 134  flf
## 1017                  rsfMRI_fcnxpro134_ContA_mean 0.591230061 134  alf
## 841              rsfMRI_fcnxpro122_VisPeri_2_ContC 0.590368743 122  cnx
## 198      rsfMRI_fcnxpro134_DefaultB_2_SalVentAttnA 0.589442019 134  cnx
## 635         rsfMRI_fcnxpro129_DorsAttnB_2_DefaultA 0.589330751 129  cnx
## 119          rsfMRI_fcnxpro129_DefaultC_2_DefaultC 0.587086232 129  cnx
## 139           rsfMRI_fcnxpro122_DefaultC_2_LimbicB 0.586291343 122  cnx
## 781           rsfMRI_fcnxpro122_SomMotA_2_DefaultC 0.584725223 122  cnx
## 105            rsfMRI_fcnxpro134_TempPar_2_SomMotB 0.582510883 134  cnx
## 18                    rsfMRI_fcnxpro134_ContC_mean 0.579595721 134  cnx
## 948                   rsfMRI_fcnxpro134_ContC_mean 0.579595721 134  flf
## 1011                  rsfMRI_fcnxpro134_ContC_mean 0.579595721 134  alf
## 911       rsfMRI_fcnxpro129_VisCent_2_SalVentAttnA 0.578817863 129  cnx
## 819            rsfMRI_fcnxpro134_SomMotA_2_SomMotB 0.578506956 134  cnx
## 389                rsfMRI_fcnxpro129_ContA_2_ContA 0.575441083 129  cnx
## 489              rsfMRI_fcnxpro134_LimbicB_2_ContB 0.575307675 134  cnx
## 783           rsfMRI_fcnxpro134_SomMotA_2_DefaultC 0.574859627 134  cnx
## 642            rsfMRI_fcnxpro134_DorsAttnB_2_ContB 0.573939737 134  cnx
## 270              rsfMRI_fcnxpro134_ContC_2_TempPar 0.573600718 134  cnx
## 35             rsfMRI_fcnxpro129_SalVentAttnA_mean 0.572846357 129  cnx
## 965            rsfMRI_fcnxpro129_SalVentAttnA_mean 0.572846357 129  flf
## 1028           rsfMRI_fcnxpro129_SalVentAttnA_mean 0.572846357 129  alf
## 282                rsfMRI_fcnxpro134_ContC_2_ContC 0.572542512 134  cnx
## 48                  rsfMRI_fcnxpro134_SomMotA_mean 0.568830951 134  cnx
## 978                 rsfMRI_fcnxpro134_SomMotA_mean 0.568830951 134  flf
## 1041                rsfMRI_fcnxpro134_SomMotA_mean 0.568830951 134  alf
## 49                  rsfMRI_fcnxpro122_VisPeri_mean 0.568516363 122  cnx
## 979                 rsfMRI_fcnxpro122_VisPeri_mean 0.568516363 122  flf
## 1042                rsfMRI_fcnxpro122_VisPeri_mean 0.568516363 122  alf
## 723          rsfMRI_fcnxpro134_DorsAttnA_2_VisPeri 0.568449367 134  cnx
## 532      rsfMRI_fcnxpro122_SalVentAttnB_2_DefaultA 0.567287214 122  cnx
## 561     rsfMRI_fcnxpro134_SalVentAttnB_2_DorsAttnA 0.566550451 134  cnx
## 204         rsfMRI_fcnxpro134_DefaultB_2_DorsAttnA 0.565877598 134  cnx
## 870            rsfMRI_fcnxpro134_VisPeri_2_SomMotB 0.565863779 134  cnx
## 269              rsfMRI_fcnxpro129_ContC_2_TempPar 0.564875655 129  cnx
## 775            rsfMRI_fcnxpro122_SomMotB_2_VisCent 0.563504934 122  cnx
## 25                  rsfMRI_fcnxpro122_LimbicA_mean 0.563264055 122  cnx
## 955                 rsfMRI_fcnxpro122_LimbicA_mean 0.563264055 122  flf
## 1018                rsfMRI_fcnxpro122_LimbicA_mean 0.563264055 122  alf
## 324             rsfMRI_fcnxpro134_ContB_2_DefaultC 0.562704428 134  cnx
## 132             rsfMRI_fcnxpro134_DefaultC_2_ContB 0.561134986 134  cnx
## 843              rsfMRI_fcnxpro134_VisPeri_2_ContC 0.561048597 134  cnx
## 420              rsfMRI_fcnxpro134_ContA_2_VisCent 0.561005441 134  cnx
## 78               rsfMRI_fcnxpro134_TempPar_2_ContC 0.559989112 134  cnx
## 891           rsfMRI_fcnxpro134_VisCent_2_DefaultA 0.558511203 134  cnx
## 251         rsfMRI_fcnxpro129_DefaultA_2_DorsAttnB 0.557857595 129  cnx
## 114            rsfMRI_fcnxpro134_TempPar_2_VisCent 0.557813034 134  cnx
## 562       rsfMRI_fcnxpro122_SalVentAttnB_2_SomMotB 0.557586213 122  cnx
## 27                  rsfMRI_fcnxpro134_LimbicA_mean 0.556257766 134  cnx
## 957                 rsfMRI_fcnxpro134_LimbicA_mean 0.556257766 134  flf
## 1020                rsfMRI_fcnxpro134_LimbicA_mean 0.556257766 134  alf
## 847              rsfMRI_fcnxpro122_VisPeri_2_ContA 0.555857152 122  cnx
## 698          rsfMRI_fcnxpro129_DorsAttnA_2_LimbicA 0.553552515 129  cnx
## 240           rsfMRI_fcnxpro134_DefaultA_2_LimbicA 0.552034894 134  cnx
## 418              rsfMRI_fcnxpro122_ContA_2_VisCent 0.551403612 122  cnx
## 774            rsfMRI_fcnxpro134_SomMotB_2_VisPeri 0.550756170 134  cnx
## 407            rsfMRI_fcnxpro129_ContA_2_DorsAttnA 0.549173823 129  cnx
## 417              rsfMRI_fcnxpro134_ContA_2_VisPeri 0.546915081 134  cnx
## 111            rsfMRI_fcnxpro134_TempPar_2_VisPeri 0.546177245 134  cnx
## 22                    rsfMRI_fcnxpro122_ContA_mean 0.545198023 122  cnx
## 952                   rsfMRI_fcnxpro122_ContA_mean 0.545198023 122  flf
## 1015                  rsfMRI_fcnxpro122_ContA_mean 0.545198023 122  alf
## 497            rsfMRI_fcnxpro129_LimbicB_2_LimbicB 0.544384339 129  cnx
## 141           rsfMRI_fcnxpro134_DefaultC_2_LimbicB 0.544064065 134  cnx
## 177          rsfMRI_fcnxpro134_DefaultB_2_DefaultA 0.542183910 134  cnx
## 117           rsfMRI_fcnxpro134_DefaultC_2_TempPar 0.541465226 134  cnx
## 357            rsfMRI_fcnxpro134_ContB_2_DorsAttnA 0.539952950 134  cnx
## 115           rsfMRI_fcnxpro122_DefaultC_2_TempPar 0.537032023 122  cnx
## 343              rsfMRI_fcnxpro122_ContB_2_LimbicB 0.536999692 122  cnx
## 622       rsfMRI_fcnxpro122_SalVentAttnA_2_VisCent 0.534148616 122  cnx
## 13                 rsfMRI_fcnxpro122_DefaultA_mean 0.531581415 122  cnx
## 943                rsfMRI_fcnxpro122_DefaultA_mean 0.531581415 122  flf
## 1006               rsfMRI_fcnxpro122_DefaultA_mean 0.531581415 122  alf
## 657     rsfMRI_fcnxpro134_DorsAttnB_2_SalVentAttnA 0.531154231 134  cnx
## 591         rsfMRI_fcnxpro134_SalVentAttnA_2_ContB 0.530994528 134  cnx
## 46                  rsfMRI_fcnxpro122_SomMotA_mean 0.530150367 122  cnx
## 976                 rsfMRI_fcnxpro122_SomMotA_mean 0.530150367 122  flf
## 1039                rsfMRI_fcnxpro122_SomMotA_mean 0.530150367 122  alf
## 61                   rsfMRI_fcnxpro122_Visual_mean 0.529442115 122  cnx
## 991                  rsfMRI_fcnxpro122_Visual_mean 0.529442115 122  flf
## 1054                 rsfMRI_fcnxpro122_Visual_mean 0.529442115 122  alf
## 351         rsfMRI_fcnxpro134_ContB_2_SalVentAttnA 0.528284678 134  cnx
## 763          rsfMRI_fcnxpro122_SomMotB_2_DorsAttnA 0.528245609 122  cnx
## 58              rsfMRI_fcnxpro122_DefaultMode_mean 0.528133845 122  cnx
## 988             rsfMRI_fcnxpro122_DefaultMode_mean 0.528133845 122  flf
## 1051            rsfMRI_fcnxpro122_DefaultMode_mean 0.528133845 122  alf
## 539         rsfMRI_fcnxpro129_SalVentAttnB_2_ContB 0.527527251 129  cnx
## 188           rsfMRI_fcnxpro129_DefaultB_2_LimbicA 0.526152363 129  cnx
## 498            rsfMRI_fcnxpro134_LimbicB_2_LimbicB 0.525296173 134  cnx
## 329             rsfMRI_fcnxpro129_ContB_2_DefaultA 0.525289057 129  cnx
## 23                    rsfMRI_fcnxpro129_ContA_mean 0.525160491 129  cnx
## 953                   rsfMRI_fcnxpro129_ContA_mean 0.525160491 129  flf
## 1016                  rsfMRI_fcnxpro129_ContA_mean 0.525160491 129  alf
## 670          rsfMRI_fcnxpro122_DorsAttnB_2_VisPeri 0.521393452 122  cnx
## 655     rsfMRI_fcnxpro122_DorsAttnB_2_SalVentAttnA 0.519753365 122  cnx
## 486              rsfMRI_fcnxpro134_LimbicB_2_ContC 0.519408522 134  cnx
## 737           rsfMRI_fcnxpro129_SomMotB_2_DefaultA 0.519190737 129  cnx
## 761          rsfMRI_fcnxpro129_SomMotB_2_DorsAttnB 0.517965761 129  cnx
## 666          rsfMRI_fcnxpro134_DorsAttnB_2_SomMotB 0.517906842 134  cnx
## 157           rsfMRI_fcnxpro122_DefaultC_2_SomMotA 0.517774959 122  cnx
## 267           rsfMRI_fcnxpro134_DefaultA_2_VisCent 0.514558221 134  cnx
## 770            rsfMRI_fcnxpro129_SomMotB_2_SomMotA 0.514057378 129  cnx
## 769            rsfMRI_fcnxpro122_SomMotB_2_SomMotA 0.513041515 122  cnx
## 928            rsfMRI_fcnxpro122_VisCent_2_VisCent 0.512605362 122  cnx
## 550  rsfMRI_fcnxpro122_SalVentAttnB_2_SalVentAttnB 0.512444320 122  cnx
## 268              rsfMRI_fcnxpro122_ContC_2_TempPar 0.511873864 122  cnx
## 77               rsfMRI_fcnxpro129_TempPar_2_ContC 0.511628924 129  cnx
## 831            rsfMRI_fcnxpro134_VisPeri_2_TempPar 0.511017203 134  cnx
## 714        rsfMRI_fcnxpro134_DorsAttnA_2_DorsAttnA 0.510025016 134  cnx
## 302            rsfMRI_fcnxpro129_ContC_2_DorsAttnB 0.509532682 129  cnx
## 717          rsfMRI_fcnxpro134_DorsAttnA_2_SomMotB 0.509156966 134  cnx
## 335                rsfMRI_fcnxpro129_ContB_2_ContB 0.508929215 129  cnx
## 21                    rsfMRI_fcnxpro134_ContB_mean 0.506192578 134  cnx
## 951                   rsfMRI_fcnxpro134_ContB_mean 0.506192578 134  flf
## 1014                  rsfMRI_fcnxpro134_ContB_mean 0.506192578 134  alf
## 472            rsfMRI_fcnxpro122_LimbicB_2_TempPar 0.504587034 122  cnx
## 387                rsfMRI_fcnxpro134_ContA_2_ContB 0.504044469 134  cnx
## 705     rsfMRI_fcnxpro134_DorsAttnA_2_SalVentAttnB 0.502511490 134  cnx
## 693            rsfMRI_fcnxpro134_DorsAttnA_2_ContB 0.499998294 134  cnx
## 248      rsfMRI_fcnxpro129_DefaultA_2_SalVentAttnA 0.499849816 129  cnx
## 415              rsfMRI_fcnxpro122_ContA_2_VisPeri 0.498184260 122  cnx
## 692            rsfMRI_fcnxpro129_DorsAttnA_2_ContB 0.497281216 129  cnx
## 477           rsfMRI_fcnxpro134_LimbicB_2_DefaultC 0.494753456 134  cnx
## 4                   rsfMRI_fcnxpro122_TempPar_mean 0.494279023 122  cnx
## 934                 rsfMRI_fcnxpro122_TempPar_mean 0.494279023 122  flf
## 997                 rsfMRI_fcnxpro122_TempPar_mean 0.494279023 122  alf
## 34             rsfMRI_fcnxpro122_SalVentAttnA_mean 0.492549105 122  cnx
## 964            rsfMRI_fcnxpro122_SalVentAttnA_mean 0.492549105 122  flf
## 1027           rsfMRI_fcnxpro122_SalVentAttnA_mean 0.492549105 122  alf
## 899              rsfMRI_fcnxpro129_VisCent_2_ContA 0.492518088 129  cnx
## 264           rsfMRI_fcnxpro134_DefaultA_2_VisPeri 0.492354930 134  cnx
## 109            rsfMRI_fcnxpro122_TempPar_2_VisPeri 0.487042806 122  cnx
## 370              rsfMRI_fcnxpro122_ContA_2_TempPar 0.486599396 122  cnx
## 380             rsfMRI_fcnxpro129_ContA_2_DefaultA 0.486212920 129  cnx
## 339                rsfMRI_fcnxpro134_ContB_2_ContA 0.485862319 134  cnx
## 10                 rsfMRI_fcnxpro122_DefaultB_mean 0.484662770 122  cnx
## 940                rsfMRI_fcnxpro122_DefaultB_mean 0.484662770 122  flf
## 1003               rsfMRI_fcnxpro122_DefaultB_mean 0.484662770 122  alf
## 76               rsfMRI_fcnxpro122_TempPar_2_ContC 0.483579149 122  cnx
## 688            rsfMRI_fcnxpro122_DorsAttnA_2_ContC 0.483334099 122  cnx
## 265           rsfMRI_fcnxpro122_DefaultA_2_VisCent 0.482656468 122  cnx
## 835           rsfMRI_fcnxpro122_VisPeri_2_DefaultB 0.481660341 122  cnx
## 917          rsfMRI_fcnxpro129_VisCent_2_DorsAttnA 0.481421481 129  cnx
## 320              rsfMRI_fcnxpro129_ContB_2_TempPar 0.481129570 129  cnx
## 713        rsfMRI_fcnxpro129_DorsAttnA_2_DorsAttnA 0.481072296 129  cnx
## 182             rsfMRI_fcnxpro129_DefaultB_2_ContB 0.480861790 129  cnx
## 772            rsfMRI_fcnxpro122_SomMotB_2_VisPeri 0.480392679 122  cnx
## 352            rsfMRI_fcnxpro122_ContB_2_DorsAttnB 0.479956547 122  cnx
## 36             rsfMRI_fcnxpro134_SalVentAttnA_mean 0.479693825 134  cnx
## 966            rsfMRI_fcnxpro134_SalVentAttnA_mean 0.479693825 134  flf
## 1029           rsfMRI_fcnxpro134_SalVentAttnA_mean 0.479693825 134  alf
## 656     rsfMRI_fcnxpro129_DorsAttnB_2_SalVentAttnA 0.477168868 129  cnx
## 732           rsfMRI_fcnxpro134_SomMotB_2_DefaultC 0.476714044 134  cnx
## 225          rsfMRI_fcnxpro134_DefaultA_2_DefaultB 0.475922792 134  cnx
## 833           rsfMRI_fcnxpro129_VisPeri_2_DefaultC 0.472853514 129  cnx
## 609     rsfMRI_fcnxpro134_SalVentAttnA_2_DorsAttnB 0.470658610 134  cnx
## 108            rsfMRI_fcnxpro134_TempPar_2_SomMotA 0.467961721 134  cnx
## 904            rsfMRI_fcnxpro122_VisCent_2_LimbicB 0.465281852 122  cnx
## 589         rsfMRI_fcnxpro122_SalVentAttnA_2_ContB 0.464602481 122  cnx
## 19                    rsfMRI_fcnxpro122_ContB_mean 0.463232131 122  cnx
## 949                   rsfMRI_fcnxpro122_ContB_mean 0.463232131 122  flf
## 1012                  rsfMRI_fcnxpro122_ContB_mean 0.463232131 122  alf
## 846              rsfMRI_fcnxpro134_VisPeri_2_ContB 0.462730934 134  cnx
## 910       rsfMRI_fcnxpro122_VisCent_2_SalVentAttnA 0.461665104 122  cnx
## 88             rsfMRI_fcnxpro122_TempPar_2_LimbicB 0.460966407 122  cnx
## 315              rsfMRI_fcnxpro134_ContC_2_VisPeri 0.454552567 134  cnx
## 867          rsfMRI_fcnxpro134_VisPeri_2_DorsAttnA 0.452079479 134  cnx
## 525       rsfMRI_fcnxpro134_SalVentAttnB_2_TempPar 0.451834511 134  cnx
## 12                 rsfMRI_fcnxpro134_DefaultB_mean 0.450203064 134  cnx
## 942                rsfMRI_fcnxpro134_DefaultB_mean 0.450203064 134  flf
## 1005               rsfMRI_fcnxpro134_DefaultB_mean 0.450203064 134  alf
## 830            rsfMRI_fcnxpro129_VisPeri_2_TempPar 0.449050434 129  cnx
## 252         rsfMRI_fcnxpro134_DefaultA_2_DorsAttnB 0.448333479 134  cnx
## 818            rsfMRI_fcnxpro129_SomMotA_2_SomMotB 0.447537658 129  cnx
## 730           rsfMRI_fcnxpro122_SomMotB_2_DefaultC 0.446789293 122  cnx
## 875            rsfMRI_fcnxpro129_VisPeri_2_VisPeri 0.446426822 129  cnx
## 694            rsfMRI_fcnxpro122_DorsAttnA_2_ContA 0.446304777 122  cnx
## 729            rsfMRI_fcnxpro134_SomMotB_2_TempPar 0.443628571 134  cnx
## 411              rsfMRI_fcnxpro134_ContA_2_SomMotB 0.443249881 134  cnx
## 69            rsfMRI_fcnxpro134_TempPar_2_DefaultC 0.443189843 134  cnx
## 882            rsfMRI_fcnxpro134_VisCent_2_TempPar 0.440781590 134  cnx
## 572       rsfMRI_fcnxpro129_SalVentAttnB_2_VisCent 0.439556841 129  cnx
## 520            rsfMRI_fcnxpro122_LimbicB_2_VisCent 0.439432984 122  cnx
## 386                rsfMRI_fcnxpro129_ContA_2_ContB 0.438433175 129  cnx
## 160           rsfMRI_fcnxpro122_DefaultC_2_VisPeri 0.437791593 122  cnx
## 768            rsfMRI_fcnxpro134_SomMotB_2_SomMotB 0.435769935 134  cnx
## 829            rsfMRI_fcnxpro122_VisPeri_2_TempPar 0.435521298 122  cnx
## 52                  rsfMRI_fcnxpro122_VisCent_mean 0.435431246 122  cnx
## 982                 rsfMRI_fcnxpro122_VisCent_mean 0.435431246 122  flf
## 1045                rsfMRI_fcnxpro122_VisCent_mean 0.435431246 122  alf
## 707     rsfMRI_fcnxpro129_DorsAttnA_2_SalVentAttnA 0.434800828 129  cnx
## 185             rsfMRI_fcnxpro129_DefaultB_2_ContA 0.433312273 129  cnx
## 161           rsfMRI_fcnxpro129_DefaultC_2_VisPeri 0.430695935 129  cnx
## 640            rsfMRI_fcnxpro122_DorsAttnB_2_ContB 0.430149327 122  cnx
## 708     rsfMRI_fcnxpro134_DorsAttnA_2_SalVentAttnA 0.429235469 134  cnx
## 425           rsfMRI_fcnxpro129_LimbicA_2_DefaultC 0.429200347 129  cnx
## 912       rsfMRI_fcnxpro134_VisCent_2_SalVentAttnA 0.428039827 134  cnx
## 636         rsfMRI_fcnxpro134_DorsAttnB_2_DefaultA 0.427098543 134  cnx
## 5                   rsfMRI_fcnxpro129_TempPar_mean 0.426903631 129  cnx
## 935                 rsfMRI_fcnxpro129_TempPar_mean 0.426903631 129  flf
## 998                 rsfMRI_fcnxpro129_TempPar_mean 0.426903631 129  alf
## 475           rsfMRI_fcnxpro122_LimbicB_2_DefaultC 0.419601499 122  cnx
## 80               rsfMRI_fcnxpro129_TempPar_2_ContB 0.419425634 129  cnx
## 760          rsfMRI_fcnxpro122_SomMotB_2_DorsAttnB 0.418750110 122  cnx
## 712        rsfMRI_fcnxpro122_DorsAttnA_2_DorsAttnA 0.418598772 122  cnx
## 309              rsfMRI_fcnxpro134_ContC_2_SomMotB 0.417907720 134  cnx
## 95        rsfMRI_fcnxpro129_TempPar_2_SalVentAttnA 0.416804608 129  cnx
## 470            rsfMRI_fcnxpro129_LimbicA_2_VisCent 0.415777028 129  cnx
## 792              rsfMRI_fcnxpro134_SomMotA_2_ContC 0.415232806 134  cnx
## 584      rsfMRI_fcnxpro129_SalVentAttnA_2_DefaultA 0.415088523 129  cnx
## 110            rsfMRI_fcnxpro129_TempPar_2_VisPeri 0.413461079 129  cnx
## 678          rsfMRI_fcnxpro134_DorsAttnA_2_TempPar 0.412784069 134  cnx
## 887           rsfMRI_fcnxpro129_VisCent_2_DefaultB 0.412764816 129  cnx
## 432           rsfMRI_fcnxpro134_LimbicA_2_DefaultA 0.411243866 134  cnx
## 281                rsfMRI_fcnxpro129_ContC_2_ContC 0.411002538 129  cnx
## 765          rsfMRI_fcnxpro134_SomMotB_2_DorsAttnA 0.409951599 134  cnx
## 325             rsfMRI_fcnxpro122_ContB_2_DefaultB 0.409799804 122  cnx
## 496            rsfMRI_fcnxpro122_LimbicB_2_LimbicB 0.409219497 122  cnx
## 611     rsfMRI_fcnxpro129_SalVentAttnA_2_DorsAttnA 0.409105376 129  cnx
## 93        rsfMRI_fcnxpro134_TempPar_2_SalVentAttnB 0.407835264 134  cnx
## 250         rsfMRI_fcnxpro122_DefaultA_2_DorsAttnB 0.407440799 122  cnx
## 575       rsfMRI_fcnxpro129_SalVentAttnA_2_TempPar 0.407096208 129  cnx
## 902            rsfMRI_fcnxpro129_VisCent_2_LimbicA 0.407088474 129  cnx
## 286                rsfMRI_fcnxpro122_ContC_2_ContA 0.405643081 122  cnx
## 416              rsfMRI_fcnxpro129_ContA_2_VisPeri 0.404755811 129  cnx
## 837           rsfMRI_fcnxpro134_VisPeri_2_DefaultB 0.404714440 134  cnx
## 410              rsfMRI_fcnxpro129_ContA_2_SomMotB 0.404000099 129  cnx
## 634         rsfMRI_fcnxpro122_DorsAttnB_2_DefaultA 0.403932400 122  cnx
## 338                rsfMRI_fcnxpro129_ContB_2_ContA 0.399181649 129  cnx
## 162           rsfMRI_fcnxpro134_DefaultC_2_VisPeri 0.398741959 134  cnx
## 103            rsfMRI_fcnxpro122_TempPar_2_SomMotB 0.396962092 122  cnx
## 485              rsfMRI_fcnxpro129_LimbicB_2_ContC 0.396168833 129  cnx
## 531      rsfMRI_fcnxpro134_SalVentAttnB_2_DefaultB 0.396005882 134  cnx
## 347         rsfMRI_fcnxpro129_ContB_2_SalVentAttnB 0.394813012 129  cnx
## 458          rsfMRI_fcnxpro129_LimbicA_2_DorsAttnA 0.393718452 129  cnx
## 682         rsfMRI_fcnxpro122_DorsAttnA_2_DefaultB 0.392162128 122  cnx
## 243           rsfMRI_fcnxpro134_DefaultA_2_LimbicB 0.391471781 134  cnx
## 711        rsfMRI_fcnxpro134_DorsAttnA_2_DorsAttnB 0.389944425 134  cnx
## 638            rsfMRI_fcnxpro129_DorsAttnB_2_ContC 0.387570817 129  cnx
## 47                  rsfMRI_fcnxpro129_SomMotA_mean 0.385067202 129  cnx
## 977                 rsfMRI_fcnxpro129_SomMotA_mean 0.385067202 129  flf
## 1040                rsfMRI_fcnxpro129_SomMotA_mean 0.385067202 129  alf
## 668          rsfMRI_fcnxpro129_DorsAttnB_2_SomMotA 0.384381666 129  cnx
## 414              rsfMRI_fcnxpro134_ContA_2_SomMotA 0.382633098 134  cnx
## 491              rsfMRI_fcnxpro129_LimbicB_2_ContA 0.382542355 129  cnx
## 349         rsfMRI_fcnxpro122_ContB_2_SalVentAttnA 0.382469351 122  cnx
## 144      rsfMRI_fcnxpro134_DefaultC_2_SalVentAttnB 0.377271429 134  cnx
## 660        rsfMRI_fcnxpro134_DorsAttnB_2_DorsAttnB 0.375894555 134  cnx
## 214           rsfMRI_fcnxpro122_DefaultB_2_VisCent 0.375105268 122  cnx
## 869            rsfMRI_fcnxpro129_VisPeri_2_SomMotB 0.373317750 129  cnx
## 482           rsfMRI_fcnxpro129_LimbicB_2_DefaultA 0.370108095 129  cnx
## 70            rsfMRI_fcnxpro122_TempPar_2_DefaultB 0.369943595 122  cnx
## 854            rsfMRI_fcnxpro129_VisPeri_2_LimbicB 0.367817037 129  cnx
## 233             rsfMRI_fcnxpro129_DefaultA_2_ContB 0.366209870 129  cnx
## 90             rsfMRI_fcnxpro134_TempPar_2_LimbicB 0.366059545 134  cnx
## 674          rsfMRI_fcnxpro129_DorsAttnB_2_VisCent 0.365359037 129  cnx
## 919            rsfMRI_fcnxpro122_VisCent_2_SomMotB 0.362820979 122  cnx
## 836           rsfMRI_fcnxpro129_VisPeri_2_DefaultB 0.362312245 129  cnx
## 699          rsfMRI_fcnxpro134_DorsAttnA_2_LimbicA 0.361299463 134  cnx
## 773            rsfMRI_fcnxpro129_SomMotB_2_VisPeri 0.358167635 129  cnx
## 612     rsfMRI_fcnxpro134_SalVentAttnA_2_DorsAttnA 0.357347118 134  cnx
## 211           rsfMRI_fcnxpro122_DefaultB_2_VisPeri 0.355048868 122  cnx
## 15                 rsfMRI_fcnxpro134_DefaultA_mean 0.352422158 134  cnx
## 945                rsfMRI_fcnxpro134_DefaultA_mean 0.352422158 134  flf
## 1008               rsfMRI_fcnxpro134_DefaultA_mean 0.352422158 134  alf
## 840           rsfMRI_fcnxpro134_VisPeri_2_DefaultA 0.349404120 134  cnx
## 914          rsfMRI_fcnxpro129_VisCent_2_DorsAttnB 0.348859014 129  cnx
## 762          rsfMRI_fcnxpro134_SomMotB_2_DorsAttnB 0.346053340 134  cnx
## 506          rsfMRI_fcnxpro129_LimbicB_2_DorsAttnB 0.345648143 129  cnx
## 345              rsfMRI_fcnxpro134_ContB_2_LimbicB 0.344717592 134  cnx
## 886           rsfMRI_fcnxpro122_VisCent_2_DefaultB 0.344251813 122  cnx
## 551  rsfMRI_fcnxpro129_SalVentAttnB_2_SalVentAttnB 0.342647812 129  cnx
## 925            rsfMRI_fcnxpro122_VisCent_2_VisPeri 0.342298233 122  cnx
## 860       rsfMRI_fcnxpro129_VisPeri_2_SalVentAttnA 0.338862866 129  cnx
## 848              rsfMRI_fcnxpro129_VisPeri_2_ContA 0.337964950 129  cnx
## 873            rsfMRI_fcnxpro134_VisPeri_2_SomMotA 0.335660163 134  cnx
## 401         rsfMRI_fcnxpro129_ContA_2_SalVentAttnA 0.331996655 129  cnx
## 292              rsfMRI_fcnxpro122_ContC_2_LimbicB 0.331373136 122  cnx
## 165           rsfMRI_fcnxpro134_DefaultC_2_VisCent 0.329774968 134  cnx
## 607     rsfMRI_fcnxpro122_SalVentAttnA_2_DorsAttnB 0.329774395 122  cnx
## 67            rsfMRI_fcnxpro122_TempPar_2_DefaultC 0.328678580 122  cnx
## 257           rsfMRI_fcnxpro129_DefaultA_2_SomMotB 0.328247493 129  cnx
## 55            rsfMRI_fcnxpro122_fmri_template_mean 0.325020625 122  cnx
## 56            rsfMRI_fcnxpro129_fmri_template_mean 0.325020625 129  cnx
## 57            rsfMRI_fcnxpro134_fmri_template_mean 0.325020625 134  cnx
## 985           rsfMRI_fcnxpro122_fmri_template_mean 0.325020625 122  flf
## 986           rsfMRI_fcnxpro129_fmri_template_mean 0.325020625 129  flf
## 987           rsfMRI_fcnxpro134_fmri_template_mean 0.325020625 134  flf
## 1048          rsfMRI_fcnxpro122_fmri_template_mean 0.325020625 122  alf
## 1049          rsfMRI_fcnxpro129_fmri_template_mean 0.325020625 129  alf
## 1050          rsfMRI_fcnxpro134_fmri_template_mean 0.325020625 134  alf
## 367              rsfMRI_fcnxpro122_ContB_2_VisCent 0.324547795 122  cnx
## 397         rsfMRI_fcnxpro122_ContA_2_SalVentAttnB 0.323995311 122  cnx
## 371              rsfMRI_fcnxpro129_ContA_2_TempPar 0.323453687 129  cnx
## 626          rsfMRI_fcnxpro129_DorsAttnB_2_TempPar 0.323213355 129  cnx
## 154           rsfMRI_fcnxpro122_DefaultC_2_SomMotB 0.322921571 122  cnx
## 11                 rsfMRI_fcnxpro129_DefaultB_mean 0.322268640 129  cnx
## 941                rsfMRI_fcnxpro129_DefaultB_mean 0.322268640 129  flf
## 1004               rsfMRI_fcnxpro129_DefaultB_mean 0.322268640 129  alf
## 116           rsfMRI_fcnxpro129_DefaultC_2_TempPar 0.318901073 129  cnx
## 903            rsfMRI_fcnxpro134_VisCent_2_LimbicA 0.316516402 134  cnx
## 742              rsfMRI_fcnxpro122_SomMotB_2_ContB 0.315304218 122  cnx
## 484              rsfMRI_fcnxpro122_LimbicB_2_ContC 0.314335357 122  cnx
## 780            rsfMRI_fcnxpro134_SomMotA_2_TempPar 0.312864114 134  cnx
## 404            rsfMRI_fcnxpro129_ContA_2_DorsAttnB 0.312847178 129  cnx
## 908       rsfMRI_fcnxpro129_VisCent_2_SalVentAttnB 0.312759096 129  cnx
## 528      rsfMRI_fcnxpro134_SalVentAttnB_2_DefaultC 0.311432767 134  cnx
## 419              rsfMRI_fcnxpro129_ContA_2_VisCent 0.310448919 129  cnx
## 372              rsfMRI_fcnxpro134_ContA_2_TempPar 0.309690898 134  cnx
## 926            rsfMRI_fcnxpro129_VisCent_2_VisPeri 0.307714506 129  cnx
## 366              rsfMRI_fcnxpro134_ContB_2_VisPeri 0.306589058 134  cnx
## 72            rsfMRI_fcnxpro134_TempPar_2_DefaultB 0.305348581 134  cnx
## 777            rsfMRI_fcnxpro134_SomMotB_2_VisCent 0.304190781 134  cnx
## 529      rsfMRI_fcnxpro122_SalVentAttnB_2_DefaultB 0.303850471 122  cnx
## 664          rsfMRI_fcnxpro122_DorsAttnB_2_SomMotB 0.302696697 122  cnx
## 66             rsfMRI_fcnxpro134_TempPar_2_TempPar 0.302299220 134  cnx
## 327             rsfMRI_fcnxpro134_ContB_2_DefaultB 0.300814110 134  cnx
## 583      rsfMRI_fcnxpro122_SalVentAttnA_2_DefaultA 0.300285329 122  cnx
## 471            rsfMRI_fcnxpro134_LimbicA_2_VisCent 0.295557010 134  cnx
## 321              rsfMRI_fcnxpro134_ContB_2_TempPar 0.292983389 134  cnx
## 617       rsfMRI_fcnxpro129_SalVentAttnA_2_SomMotA 0.291246501 129  cnx
## 876            rsfMRI_fcnxpro134_VisPeri_2_VisPeri 0.291101832 134  cnx
## 313              rsfMRI_fcnxpro122_ContC_2_VisPeri 0.290770030 122  cnx
## 104            rsfMRI_fcnxpro129_TempPar_2_SomMotB 0.290756565 129  cnx
## 384                rsfMRI_fcnxpro134_ContA_2_ContC 0.290513583 134  cnx
## 798              rsfMRI_fcnxpro134_SomMotA_2_ContA 0.289207496 134  cnx
## 650          rsfMRI_fcnxpro129_DorsAttnB_2_LimbicB 0.288927620 129  cnx
## 382                rsfMRI_fcnxpro122_ContA_2_ContC 0.287274117 122  cnx
## 377             rsfMRI_fcnxpro129_ContA_2_DefaultB 0.284941400 129  cnx
## 800            rsfMRI_fcnxpro129_SomMotA_2_LimbicA 0.282306855 129  cnx
## 483           rsfMRI_fcnxpro134_LimbicB_2_DefaultA 0.282051206 134  cnx
## 697          rsfMRI_fcnxpro122_DorsAttnA_2_LimbicA 0.280602319 122  cnx
## 767            rsfMRI_fcnxpro129_SomMotB_2_SomMotB 0.279767804 129  cnx
## 156           rsfMRI_fcnxpro134_DefaultC_2_SomMotB 0.277628110 134  cnx
## 81               rsfMRI_fcnxpro134_TempPar_2_ContB 0.276030980 134  cnx
## 474            rsfMRI_fcnxpro134_LimbicB_2_TempPar 0.274376578 134  cnx
## 202         rsfMRI_fcnxpro122_DefaultB_2_DorsAttnA 0.272933227 122  cnx
## 842              rsfMRI_fcnxpro129_VisPeri_2_ContC 0.270225429 129  cnx
## 658        rsfMRI_fcnxpro122_DorsAttnB_2_DorsAttnB 0.269652823 122  cnx
## 788           rsfMRI_fcnxpro129_SomMotA_2_DefaultA 0.269546110 129  cnx
## 163           rsfMRI_fcnxpro122_DefaultC_2_VisCent 0.267222995 122  cnx
## 766            rsfMRI_fcnxpro122_SomMotB_2_SomMotB 0.267044932 122  cnx
## 29                  rsfMRI_fcnxpro129_LimbicB_mean 0.262898967 129  cnx
## 959                 rsfMRI_fcnxpro129_LimbicB_mean 0.262898967 129  flf
## 1022                rsfMRI_fcnxpro129_LimbicB_mean 0.262898967 129  alf
## 856       rsfMRI_fcnxpro122_VisPeri_2_SalVentAttnB 0.261900751 122  cnx
## 311              rsfMRI_fcnxpro129_ContC_2_SomMotA 0.261552916 129  cnx
## 746              rsfMRI_fcnxpro129_SomMotB_2_ContA 0.260379354 129  cnx
## 859       rsfMRI_fcnxpro122_VisPeri_2_SalVentAttnA 0.260259090 122  cnx
## 880            rsfMRI_fcnxpro122_VisCent_2_TempPar 0.259752910 122  cnx
## 825            rsfMRI_fcnxpro134_SomMotA_2_VisPeri 0.258838405 134  cnx
## 895              rsfMRI_fcnxpro122_VisCent_2_ContB 0.258018051 122  cnx
## 459          rsfMRI_fcnxpro134_LimbicA_2_DorsAttnA 0.257291870 134  cnx
## 858       rsfMRI_fcnxpro134_VisPeri_2_SalVentAttnB 0.255163181 134  cnx
## 495            rsfMRI_fcnxpro134_LimbicB_2_LimbicA 0.255087777 134  cnx
## 568       rsfMRI_fcnxpro122_SalVentAttnB_2_VisPeri 0.252260206 122  cnx
## 199         rsfMRI_fcnxpro122_DefaultB_2_DorsAttnB 0.248304975 122  cnx
## 671          rsfMRI_fcnxpro129_DorsAttnB_2_VisPeri 0.247585712 129  cnx
## 189           rsfMRI_fcnxpro134_DefaultB_2_LimbicA 0.246498229 134  cnx
## 758       rsfMRI_fcnxpro129_SomMotB_2_SalVentAttnA 0.246412926 129  cnx
## 883           rsfMRI_fcnxpro122_VisCent_2_DefaultC 0.244385240 122  cnx
## 861       rsfMRI_fcnxpro134_VisPeri_2_SalVentAttnA 0.243619464 134  cnx
## 262           rsfMRI_fcnxpro122_DefaultA_2_VisPeri 0.243424528 122  cnx
## 457          rsfMRI_fcnxpro122_LimbicA_2_DorsAttnA 0.242745889 122  cnx
## 166           rsfMRI_fcnxpro122_DefaultB_2_TempPar 0.241726122 122  cnx
## 834           rsfMRI_fcnxpro134_VisPeri_2_DefaultC 0.241685415 134  cnx
## 817            rsfMRI_fcnxpro122_SomMotA_2_SomMotB 0.238756984 122  cnx
## 844              rsfMRI_fcnxpro122_VisPeri_2_ContB 0.238266507 122  cnx
## 102          rsfMRI_fcnxpro134_TempPar_2_DorsAttnA 0.236216764 134  cnx
## 490              rsfMRI_fcnxpro122_LimbicB_2_ContA 0.235530837 122  cnx
## 776            rsfMRI_fcnxpro129_SomMotB_2_VisCent 0.230829926 129  cnx
## 885           rsfMRI_fcnxpro134_VisCent_2_DefaultC 0.229123696 134  cnx
## 741              rsfMRI_fcnxpro134_SomMotB_2_ContC 0.228249145 134  cnx
## 62                   rsfMRI_fcnxpro129_Visual_mean 0.225957717 129  cnx
## 992                  rsfMRI_fcnxpro129_Visual_mean 0.225957717 129  flf
## 1055                 rsfMRI_fcnxpro129_Visual_mean 0.225957717 129  alf
## 850            rsfMRI_fcnxpro122_VisPeri_2_LimbicA 0.225633693 122  cnx
## 212           rsfMRI_fcnxpro129_DefaultB_2_VisPeri 0.221075131 129  cnx
## 465            rsfMRI_fcnxpro134_LimbicA_2_SomMotA 0.220917442 134  cnx
## 314              rsfMRI_fcnxpro129_ContC_2_VisPeri 0.218842098 129  cnx
## 112            rsfMRI_fcnxpro122_TempPar_2_VisCent 0.217183612 122  cnx
## 691            rsfMRI_fcnxpro122_DorsAttnA_2_ContB 0.215994543 122  cnx
## 181             rsfMRI_fcnxpro122_DefaultB_2_ContB 0.215765733 122  cnx
## 82               rsfMRI_fcnxpro122_TempPar_2_ContA 0.214705801 122  cnx
## 215           rsfMRI_fcnxpro129_DefaultB_2_VisCent 0.214156283 129  cnx
## 923            rsfMRI_fcnxpro129_VisCent_2_SomMotA 0.213753086 129  cnx
## 399         rsfMRI_fcnxpro134_ContA_2_SalVentAttnB 0.212370669 134  cnx
## 312              rsfMRI_fcnxpro134_ContC_2_SomMotA 0.211995154 134  cnx
## 494            rsfMRI_fcnxpro129_LimbicB_2_LimbicA 0.211568909 129  cnx
## 676          rsfMRI_fcnxpro122_DorsAttnA_2_TempPar 0.210315149 122  cnx
## 740              rsfMRI_fcnxpro129_SomMotB_2_ContC 0.209868232 129  cnx
## 511            rsfMRI_fcnxpro122_LimbicB_2_SomMotB 0.209798001 122  cnx
## 801            rsfMRI_fcnxpro134_SomMotA_2_LimbicA 0.208867343 134  cnx
## 126          rsfMRI_fcnxpro134_DefaultC_2_DefaultA 0.208317545 134  cnx
## 451       rsfMRI_fcnxpro122_LimbicA_2_SalVentAttnA 0.207797892 122  cnx
## 241           rsfMRI_fcnxpro122_DefaultA_2_LimbicB 0.204466079 122  cnx
## 85             rsfMRI_fcnxpro122_TempPar_2_LimbicA 0.203474188 122  cnx
## 128             rsfMRI_fcnxpro129_DefaultC_2_ContC 0.200569404 129  cnx
## 187           rsfMRI_fcnxpro122_DefaultB_2_LimbicA 0.199104185 122  cnx
## 689            rsfMRI_fcnxpro129_DorsAttnA_2_ContC 0.199063751 129  cnx
## 260           rsfMRI_fcnxpro129_DefaultA_2_SomMotA 0.198987062 129  cnx
## 356            rsfMRI_fcnxpro129_ContB_2_DorsAttnA 0.198610926 129  cnx
## 406            rsfMRI_fcnxpro122_ContA_2_DorsAttnA 0.195641985 122  cnx
## 142      rsfMRI_fcnxpro122_DefaultC_2_SalVentAttnB 0.194689438 122  cnx
## 353            rsfMRI_fcnxpro129_ContB_2_DorsAttnB 0.193746539 129  cnx
## 183             rsfMRI_fcnxpro134_DefaultB_2_ContB 0.192844875 134  cnx
## 308              rsfMRI_fcnxpro129_ContC_2_SomMotB 0.192575691 129  cnx
## 587         rsfMRI_fcnxpro129_SalVentAttnA_2_ContC 0.192535818 129  cnx
## 620       rsfMRI_fcnxpro129_SalVentAttnA_2_VisPeri 0.189015728 129  cnx
## 659        rsfMRI_fcnxpro129_DorsAttnB_2_DorsAttnB 0.188240881 129  cnx
## 832           rsfMRI_fcnxpro122_VisPeri_2_DefaultC 0.187828901 122  cnx
## 621       rsfMRI_fcnxpro134_SalVentAttnA_2_VisPeri 0.186099796 134  cnx
## 158           rsfMRI_fcnxpro129_DefaultC_2_SomMotA 0.185773278 129  cnx
## 147      rsfMRI_fcnxpro134_DefaultC_2_SalVentAttnA 0.184436318 134  cnx
## 585      rsfMRI_fcnxpro134_SalVentAttnA_2_DefaultA 0.180853512 134  cnx
## 504       rsfMRI_fcnxpro134_LimbicB_2_SalVentAttnA 0.180057709 134  cnx
## 304            rsfMRI_fcnxpro122_ContC_2_DorsAttnA 0.177897198 122  cnx
## 824            rsfMRI_fcnxpro129_SomMotA_2_VisPeri 0.176255652 129  cnx
## 26                  rsfMRI_fcnxpro129_LimbicA_mean 0.175821069 129  cnx
## 956                 rsfMRI_fcnxpro129_LimbicA_mean 0.175821069 129  flf
## 1019                rsfMRI_fcnxpro129_LimbicA_mean 0.175821069 129  alf
## 721          rsfMRI_fcnxpro122_DorsAttnA_2_VisPeri 0.164908359 122  cnx
## 152         rsfMRI_fcnxpro129_DefaultC_2_DorsAttnA 0.164650292 129  cnx
## 288                rsfMRI_fcnxpro134_ContC_2_ContA 0.163235752 134  cnx
## 333                rsfMRI_fcnxpro134_ContB_2_ContC 0.157766919 134  cnx
## 193      rsfMRI_fcnxpro122_DefaultB_2_SalVentAttnB 0.155613041 122  cnx
## 499       rsfMRI_fcnxpro122_LimbicB_2_SalVentAttnB 0.154704170 122  cnx
## 238           rsfMRI_fcnxpro122_DefaultA_2_LimbicA 0.154657553 122  cnx
## 463            rsfMRI_fcnxpro122_LimbicA_2_SomMotA 0.152634408 122  cnx
## 168           rsfMRI_fcnxpro134_DefaultB_2_TempPar 0.151980642 134  cnx
## 653     rsfMRI_fcnxpro129_DorsAttnB_2_SalVentAttnB 0.151231164 129  cnx
## 502       rsfMRI_fcnxpro122_LimbicB_2_SalVentAttnA 0.150194391 122  cnx
## 728            rsfMRI_fcnxpro129_SomMotB_2_TempPar 0.146119914 129  cnx
## 50                  rsfMRI_fcnxpro129_VisPeri_mean 0.145239294 129  cnx
## 980                 rsfMRI_fcnxpro129_VisPeri_mean 0.145239294 129  flf
## 1043                rsfMRI_fcnxpro129_VisPeri_mean 0.145239294 129  alf
## 106            rsfMRI_fcnxpro122_TempPar_2_SomMotA 0.144444239 122  cnx
## 877            rsfMRI_fcnxpro122_VisPeri_2_VisCent 0.144231287 122  cnx
## 727            rsfMRI_fcnxpro122_SomMotB_2_TempPar 0.142816462 122  cnx
## 307              rsfMRI_fcnxpro122_ContC_2_SomMotB 0.140696838 122  cnx
## 779            rsfMRI_fcnxpro129_SomMotA_2_TempPar 0.140602414 129  cnx
## 38                rsfMRI_fcnxpro129_DorsAttnB_mean 0.140187058 129  cnx
## 968               rsfMRI_fcnxpro129_DorsAttnB_mean 0.140187058 129  flf
## 1031              rsfMRI_fcnxpro129_DorsAttnB_mean 0.140187058 129  alf
## 409              rsfMRI_fcnxpro122_ContA_2_SomMotB 0.139237806 122  cnx
## 213           rsfMRI_fcnxpro134_DefaultB_2_VisPeri 0.138601831 134  cnx
## 601  rsfMRI_fcnxpro122_SalVentAttnA_2_SalVentAttnB 0.136017702 122  cnx
## 395              rsfMRI_fcnxpro129_ContA_2_LimbicB 0.130510969 129  cnx
## 421            rsfMRI_fcnxpro122_LimbicA_2_TempPar 0.127389528 122  cnx
## 927            rsfMRI_fcnxpro134_VisCent_2_VisPeri 0.125545296 134  cnx
## 700          rsfMRI_fcnxpro122_DorsAttnA_2_LimbicB 0.125371251 122  cnx
## 871            rsfMRI_fcnxpro122_VisPeri_2_SomMotA 0.123443498 122  cnx
## 513            rsfMRI_fcnxpro134_LimbicB_2_SomMotB 0.121330799 134  cnx
## 364              rsfMRI_fcnxpro122_ContB_2_VisPeri 0.117243773 122  cnx
## 369              rsfMRI_fcnxpro134_ContB_2_VisCent 0.116535725 134  cnx
## 501       rsfMRI_fcnxpro134_LimbicB_2_SalVentAttnB 0.110755322 134  cnx
## 878            rsfMRI_fcnxpro129_VisPeri_2_VisCent 0.110366900 129  cnx
## 603  rsfMRI_fcnxpro134_SalVentAttnA_2_SalVentAttnB 0.108164084 134  cnx
## 107            rsfMRI_fcnxpro129_TempPar_2_SomMotA 0.107568417 129  cnx
## 227          rsfMRI_fcnxpro129_DefaultA_2_DefaultA 0.104537488 129  cnx
## 60              rsfMRI_fcnxpro134_DefaultMode_mean 0.104068394 134  cnx
## 990             rsfMRI_fcnxpro134_DefaultMode_mean 0.104068394 134  flf
## 1053            rsfMRI_fcnxpro134_DefaultMode_mean 0.104068394 134  alf
## 608     rsfMRI_fcnxpro129_SalVentAttnA_2_DorsAttnB 0.101289594 129  cnx
## 434              rsfMRI_fcnxpro129_LimbicA_2_ContC 0.100678404 129  cnx
## 125          rsfMRI_fcnxpro129_DefaultC_2_DefaultA 0.098785664 129  cnx
## 799            rsfMRI_fcnxpro122_SomMotA_2_LimbicA 0.098233814 122  cnx
## 577      rsfMRI_fcnxpro122_SalVentAttnA_2_DefaultC 0.096331370 122  cnx
## 907       rsfMRI_fcnxpro122_VisCent_2_SalVentAttnB 0.092890422 122  cnx
## 593         rsfMRI_fcnxpro129_SalVentAttnA_2_ContA 0.092857839 129  cnx
## 644            rsfMRI_fcnxpro129_DorsAttnB_2_ContA 0.091991448 129  cnx
## 557     rsfMRI_fcnxpro129_SalVentAttnB_2_DorsAttnB 0.089612623 129  cnx
## 299         rsfMRI_fcnxpro129_ContC_2_SalVentAttnA 0.087449173 129  cnx
## 641            rsfMRI_fcnxpro129_DorsAttnB_2_ContB 0.086355730 129  cnx
## 305            rsfMRI_fcnxpro129_ContC_2_DorsAttnA 0.085407116 129  cnx
## 368              rsfMRI_fcnxpro129_ContB_2_VisCent 0.084820457 129  cnx
## 879            rsfMRI_fcnxpro134_VisPeri_2_VisCent 0.084041289 134  cnx
## 460            rsfMRI_fcnxpro122_LimbicA_2_SomMotB 0.083180303 122  cnx
## 751            rsfMRI_fcnxpro122_SomMotB_2_LimbicB 0.082630907 122  cnx
## 579      rsfMRI_fcnxpro134_SalVentAttnA_2_DefaultC 0.079289611 134  cnx
## 323             rsfMRI_fcnxpro129_ContB_2_DefaultC 0.077723417 129  cnx
## 764          rsfMRI_fcnxpro129_SomMotB_2_DorsAttnA 0.076463689 129  cnx
## 481           rsfMRI_fcnxpro122_LimbicB_2_DefaultA 0.072082186 122  cnx
## 492              rsfMRI_fcnxpro134_LimbicB_2_ContA 0.069916413 134  cnx
## 358              rsfMRI_fcnxpro122_ContB_2_SomMotB 0.068233375 122  cnx
## 365              rsfMRI_fcnxpro129_ContB_2_VisPeri 0.067261305 129  cnx
## 753            rsfMRI_fcnxpro134_SomMotB_2_LimbicB 0.066755784 134  cnx
## 137           rsfMRI_fcnxpro129_DefaultC_2_LimbicA 0.066622544 129  cnx
## 84               rsfMRI_fcnxpro134_TempPar_2_ContA 0.065707645 134  cnx
## 447            rsfMRI_fcnxpro134_LimbicA_2_LimbicB 0.063811880 134  cnx
## 466            rsfMRI_fcnxpro122_LimbicA_2_VisPeri 0.059177921 122  cnx
## 129             rsfMRI_fcnxpro134_DefaultC_2_ContC 0.058729211 134  cnx
## 555  rsfMRI_fcnxpro134_SalVentAttnB_2_SalVentAttnA 0.056207829 134  cnx
## 216           rsfMRI_fcnxpro134_DefaultB_2_VisCent 0.055369120 134  cnx
## 863          rsfMRI_fcnxpro129_VisPeri_2_DorsAttnB 0.053844793 129  cnx
## 359              rsfMRI_fcnxpro129_ContB_2_SomMotB 0.052217021 129  cnx
## 680         rsfMRI_fcnxpro129_DorsAttnA_2_DefaultC 0.047130173 129  cnx
## 456          rsfMRI_fcnxpro134_LimbicA_2_DorsAttnB 0.046917191 134  cnx
## 614       rsfMRI_fcnxpro129_SalVentAttnA_2_SomMotB 0.046700280 129  cnx
## 146      rsfMRI_fcnxpro129_DefaultC_2_SalVentAttnA 0.046638194 129  cnx
## 53                  rsfMRI_fcnxpro129_VisCent_mean 0.046251416 129  cnx
## 983                 rsfMRI_fcnxpro129_VisCent_mean 0.046251416 129  flf
## 1046                rsfMRI_fcnxpro129_VisCent_mean 0.046251416 129  alf
## 448       rsfMRI_fcnxpro122_LimbicA_2_SalVentAttnB 0.045285581 122  cnx
## 101          rsfMRI_fcnxpro129_TempPar_2_DorsAttnA 0.043825358 129  cnx
## 838           rsfMRI_fcnxpro122_VisPeri_2_DefaultA 0.041791418 122  cnx
## 851            rsfMRI_fcnxpro129_VisPeri_2_LimbicA 0.041099534 129  cnx
## 518            rsfMRI_fcnxpro129_LimbicB_2_VisPeri 0.040982687 129  cnx
## 865          rsfMRI_fcnxpro122_VisPeri_2_DorsAttnA 0.040874105 122  cnx
## 8                  rsfMRI_fcnxpro129_DefaultC_mean 0.040540221 129  cnx
## 938                rsfMRI_fcnxpro129_DefaultC_mean 0.040540221 129  flf
## 1001               rsfMRI_fcnxpro129_DefaultC_mean 0.040540221 129  alf
## 706     rsfMRI_fcnxpro122_DorsAttnA_2_SalVentAttnA 0.033984559 122  cnx
## 242           rsfMRI_fcnxpro129_DefaultA_2_LimbicB 0.033178408 129  cnx
## 845              rsfMRI_fcnxpro129_VisPeri_2_ContB 0.031535914 129  cnx
## 113            rsfMRI_fcnxpro129_TempPar_2_VisCent 0.029903240 129  cnx
## 595       rsfMRI_fcnxpro122_SalVentAttnA_2_LimbicA 0.025209581 122  cnx
## 745              rsfMRI_fcnxpro122_SomMotB_2_ContA 0.022201942 122  cnx
## 734           rsfMRI_fcnxpro129_SomMotB_2_DefaultB 0.020313169 129  cnx
## 605  rsfMRI_fcnxpro129_SalVentAttnA_2_SalVentAttnA 0.017833442 129  cnx
## 571       rsfMRI_fcnxpro122_SalVentAttnB_2_VisCent 0.017285770 122  cnx
## 138           rsfMRI_fcnxpro134_DefaultC_2_LimbicA 0.014518386 134  cnx
## 888           rsfMRI_fcnxpro134_VisCent_2_DefaultB 0.012832249 134  cnx
## 687         rsfMRI_fcnxpro134_DorsAttnA_2_DefaultA 0.011444506 134  cnx
## 663        rsfMRI_fcnxpro134_DorsAttnB_2_DorsAttnA 0.009288172 134  cnx
## 704     rsfMRI_fcnxpro129_DorsAttnA_2_SalVentAttnB 0.008326874 129  cnx
## 874            rsfMRI_fcnxpro122_VisPeri_2_VisPeri 0.007080126 122  cnx
## 896              rsfMRI_fcnxpro129_VisCent_2_ContB 0.003796569 129  cnx
## 921            rsfMRI_fcnxpro134_VisCent_2_SomMotB 0.000123758 134  cnx

how does site impact image quality

  • higher scores are better

  • a few sites are lower quality

  • a few subjects exhibit lower quality (consistently)

raw ICC for ROI representation

how many ROIs fall in each category of ICC

Do SiMLR-derived IDPs improve reliability? training testing paradigm across sites

  • train simlr on each of top quality sites

    • association of T1-derived IDPs and rsfMRI IDPs

    • default parameters for SiMLR (regression and ICA)

  • test on each other site

    • just means projecting the IDPs onto the SiMLR bases for both T1 and rsfMRI
  • this lets us look at ICC in the simlr space

    • shows that SiMLR latent space (generally) improves ICC over raw ROI representation
## [1] "USE SITE:  COI"
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## [1] "USE SITE:  HKH"
## [1] "USE SITE:  SWA"
## [1] "USE SITE:  ATT"
## [1] "USE SITE:  ATV"
## [1] "USE SITE:  YC2"
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced

raw simlr ICC values

simlr ICC interpretation

simple t-test between two representations

## [1] "T-test of SiMLR vs ROI representation: T1 IDPs"
## 
##  Welch Two Sample t-test
## 
## data:  myiccsimlr[t1sel2, "icc"] and myiccs[t1sel1, "icc"]
## t = 4.6992, df = 138.37, p-value = 6.234e-06
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  0.03413879 0.08373654
## sample estimates:
## mean of x mean of y 
## 0.9568000 0.8978623
## [1] "T-test of SiMLR vs ROI representation: rsfMRI IDPs"
## 
##  Welch Two Sample t-test
## 
## data:  myiccsimlr[rssel2, "icc"] and myiccs[rssel1, "icc"]
## t = 4.1714, df = 48.279, p-value = 0.0001253
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  0.08607401 0.24621611
## sample estimates:
## mean of x mean of y 
## 0.6155301 0.4493850

Summary tabSimlr vs ROIs: ICC IDP reliability in T1w

Summary tabSimlr vs ROIs: ICC IDP reliability in rsfMRI network connectivity

  • rsfMRI measurements are inter and intra network connectivity between the canonical functional networks

  • default mode

  • salience

  • frontoparietal task control

  • …

common output